{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conditonal Generation Presentation\n",
    "## Necessary packages and functions call"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from engine.solver import Trainer\n",
    "from Data.build_dataloader import build_dataloader_cond\n",
    "from Utils.io_utils import load_yaml_config, instantiate_from_config\n",
    "from Models.interpretable_diffusion.model_utils import unnormalize_to_zero_to_one"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a132755b0cbc4f6c9c8fcecaff1a9e55",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Sampling sine-dataset:   0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class Args_Example:\n",
    "    def __init__(self) -> None:\n",
    "        self.gpu = 0\n",
    "        self.config_path = './Config/sines.yaml'\n",
    "        self.save_dir = './toy_exp'\n",
    "        self.mode = 'infill'\n",
    "        self.missing_ratio = 0.5\n",
    "        self.milestone = 10\n",
    "        os.makedirs(self.save_dir, exist_ok=True)\n",
    "\n",
    "args =  Args_Example()\n",
    "configs = load_yaml_config(args.config_path)\n",
    "device = torch.device(f'cuda:{args.gpu}' if torch.cuda.is_available() else 'cpu')\n",
    "\n",
    "dl_info = build_dataloader_cond(configs, args)\n",
    "model = instantiate_from_config(configs['model']).to(device)\n",
    "trainer = Trainer(config=configs, args=args, model=model, dataloader=dl_info)\n",
    "\n",
    "trainer.load(args.milestone)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1d9d10276871489294fe08ca744dbdfc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "conditional sampling loop time step:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "08e717cdd4df4d99a0e868b9d850e9a5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "conditional sampling loop time step:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6ad2646a76c7408789b67e5381e9a272",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "conditional sampling loop time step:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d7f4cd124633484694f2eed20c23cf00",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "conditional sampling loop time step:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataloader, dataset = dl_info['dataloader'], dl_info['dataset']\n",
    "coef = configs['dataloader']['test_dataset']['coefficient']\n",
    "stepsize = configs['dataloader']['test_dataset']['step_size']\n",
    "sampling_steps = configs['dataloader']['test_dataset']['sampling_steps']\n",
    "seq_length, feature_dim = dataset.window, dataset.var_num\n",
    "samples, ori_data, masks = trainer.restore(dataloader, [seq_length, feature_dim], coef, stepsize, sampling_steps)\n",
    "\n",
    "if dataset.auto_norm:\n",
    "    samples = unnormalize_to_zero_to_one(samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ploting the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 12\n",
    "fig, axes = plt.subplots(nrows=5, ncols=1, figsize=(12, 15))\n",
    "\n",
    "ori_data = np.load(os.path.join(dataset.dir, f\"sine_ground_truth_{seq_length}_test.npy\"))\n",
    "# ori_data = np.load(os.path.join(dataset.dir, f\"{dataset_name}_norm_truth_{seq_length}_test.npy\"))  # Uncomment the line if dataset other than Sine is used.\n",
    "masks = np.load(os.path.join(dataset.dir, f\"sine_masking_{seq_length}.npy\"))\n",
    "sample_num, seq_len, feat_dim = ori_data.shape\n",
    "observed = ori_data * masks\n",
    "\n",
    "for feat_idx in range(feat_dim):\n",
    "    df_x = pd.DataFrame({\"x\": np.arange(0, seq_len), \"val\": ori_data[0, :, feat_idx],\n",
    "                         \"y\": masks[0, :, feat_idx]})\n",
    "    df_x = df_x[df_x.y!=0]\n",
    "\n",
    "    df_o = pd.DataFrame({\"x\": np.arange(0, seq_len), \"val\": ori_data[0, :, feat_idx],\n",
    "                         \"y\": (1 - masks)[0, :, feat_idx]})\n",
    "    df_o = df_o[df_o.y!=0]\n",
    "    axes[feat_idx].plot(df_o.x, df_o.val, color='b', marker='o', linestyle='None')\n",
    "    axes[feat_idx].plot(df_x.x, df_x.val, color='r', marker='x', linestyle='None')\n",
    "    axes[feat_idx].plot(range(0, seq_len), samples[0, :, feat_idx], color='g', linestyle='solid', label='Diffusion-TS')\n",
    "    plt.setp(axes[feat_idx], ylabel='value')\n",
    "    if feat_idx == feat_dim-1:\n",
    "        plt.setp(axes[-1], xlabel='time')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "DPlearning_3.8",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
